Better, Stronger, Faster, and Broader: Structured All-Mask Prediction for MLLM-Based Segmentation

Jiazhen Liu, Mingkuan Feng, Long Chen

MLLM-based segmentation faces a core segmentation trilemma: high segmentation performance, preserved dialogue ability, and fast inference. Embedding-prediction methods may disrupt…